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Started by solving spreadsheet-heavy operational and finance bottlenecks, then expanded into reconciliation engines, BI systems, enterprise AI agents, and finally full-stack product systems across healthcare, gaming, marketplaces, and internal workflow tools.
Oct 2025 - Present
Enterprise Automation & AI Scale
Automation Financial Analyst
Modernize payroll, commissions, royalties, and statutory finance workflows at enterprise scale.
Scaled from finance workflow automation into globally governed AI systems with enterprise-grade reporting, auditability, and KPI visibility.
70% reduction in payroll review effort
Faster global reporting cycles
Improved finance control traceability
Jun 2025 - Sep 2025
Finance Intelligence
Business Analyst
Automate fragmented reconciliation workflows across distributed payment gateways and e-commerce layers.
Mastered complex un-structured data mapping. Transitioned from viewing data in spreadsheets to orchestrating end-to-end programmatic workflows.
20 to 30 hours saved weekly on manual finance reconciliation
40% reduction in monthly closing turnaround time
Eliminated fragmented operational blind spots
Apr 2024 - May 2025
Systems Foundations
Logistics Analyst
Build operational intelligence and real-time visibility into high-volume freight networks.
Developed deep domain logic for predictive modeling and automated TMS routing, moving beyond static reporting to dynamic operation scaling.
10% reduction in average spot market pricing
15% reduction in deadhead miles
Increased overall equipment utilization
Jul 2019 - Aug 2022
Systems Foundations
Supply Chain Analyst
Optimize global import intelligence and compliance workflows across fragmented international markets.
Learned the foundational mechanics of global business flows, regulatory compliance, and cross-border data structures.
15% reduction in shipment delays
18% reduction in perishable spoilage losses
10% savings in logistics procurement
Scaling through complex enterprise data, compliance grids, and heavy operational workflows created a unique muscle: the ability to build resilient technical solutions for actual business problems. These foundational roles naturally evolved into my current capability footprint as an independent architect, directly feeding into how I build AI automations, healthcare SaaS, gaming platforms, and B2B workflow systems today.